1
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Yang Y, Tagaloguin P, Chaffin TA, Shao Y, Mazarei M, Millwood RJ, Stewart CN. Drought stress-inducible synthetic promoters designed for poplar are functional in rice. Plant Cell Rep 2024; 43:69. [PMID: 38345745 DOI: 10.1007/s00299-024-03141-x] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 11/06/2023] [Accepted: 12/31/2023] [Indexed: 02/15/2024]
Abstract
KEY MESSAGE Water deficit-inducible synthetic promoters, SD9-2 and SD18-1, designed for use in the dicot poplar, are functional in the monocot crop, rice.
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Affiliation(s)
- Yongil Yang
- Center for Agricultural Synthetic Biology, University of Tennessee Institute of Agriculture, Knoxville, TN, USA
| | - Paolo Tagaloguin
- Department of Plant Sciences, University of Tennessee, Knoxville, TN, USA
- Science Department, Mindanao State University-General Santos, Fatima, 9500, General Santos City, Philippines
| | - Timothy A Chaffin
- Center for Agricultural Synthetic Biology, University of Tennessee Institute of Agriculture, Knoxville, TN, USA
| | - Yuanhua Shao
- Center for Agricultural Synthetic Biology, University of Tennessee Institute of Agriculture, Knoxville, TN, USA
- Department of Plant Sciences, University of Tennessee, Knoxville, TN, USA
| | - Mitra Mazarei
- Center for Agricultural Synthetic Biology, University of Tennessee Institute of Agriculture, Knoxville, TN, USA
- Department of Plant Sciences, University of Tennessee, Knoxville, TN, USA
| | | | - C Neal Stewart
- Center for Agricultural Synthetic Biology, University of Tennessee Institute of Agriculture, Knoxville, TN, USA.
- Department of Plant Sciences, University of Tennessee, Knoxville, TN, USA.
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2
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Happs R, Hanes RJ, Bartling AW, Field JL, Harman-Ware AE, Clark RJ, Pendergast TH, Devos KM, Webb EG, Missaoui A, Xu Y, Makaju S, Shrestha V, Mazarei M, Stewart CN, Millwood RJ, Davison BH. Economic and Sustainability Impacts of Yield and Composition Variation in Bioenergy Crops: Switchgrass ( Panicum virgatum L.). ACS Sustain Chem Eng 2024; 12:1897-1910. [PMID: 38333206 PMCID: PMC10848292 DOI: 10.1021/acssuschemeng.3c05770] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 09/08/2023] [Revised: 12/20/2023] [Accepted: 12/20/2023] [Indexed: 02/10/2024]
Abstract
Economically viable production of biobased products and fuels requires high-yielding, high-quality, sustainable process-advantaged crops, developed using bioengineering or advanced breeding approaches. Understanding which crop phenotypic traits have the largest impact on biofuel economics and sustainability outcomes is important for the targeted feedstock crop development. Here, we evaluated biomass yield and cell-wall composition traits across a large natural variant population of switchgrass (Panicum virgatum L.) grown across three common garden sites. Samples from 331 switchgrass genotypes were collected and analyzed for carbohydrate and lignin components. Considering plant survival and biomass after multiple years of growth, we found that 84 of the genotypes analyzed may be suited for commercial production in the southeastern U.S. These genotypes show a range of growth and compositional traits across the population that are apparently independent of each other. We used these data to conduct techno-economic analyses and life cycle assessments evaluating the performance of each switchgrass genotype under a standard cellulosic ethanol process model with pretreatment, added enzymes, and fermentation. We find that switchgrass yield per area is the largest economic driver of the minimum fuel selling price (MSFP), ethanol yield per hectare, global warming potential (GWP), and cumulative energy demand (CED). At any yield, the carbohydrate content is significant but of secondary importance. Water use follows similar trends but has more variability due to an increased dependence on the biorefinery model. Analyses presented here highlight the primary importance of plant yield and the secondary importance of carbohydrate content when selecting a feedstock that is both economical and sustainable.
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Affiliation(s)
- Renee
M. Happs
- Renewable
Resources and Enabling Sciences Center, National Renewable Energy Laboratory, Golden, Colorado 80401, United States
- Center
for Bioenergy Innovation, Oak Ridge National
Laboratory, Oak Ridge, Tennessee 37830, United States
| | - Rebecca J. Hanes
- Strategic
Energy Analysis Center, National Renewable
Energy Laboratory, Golden, Colorado 80401, United States
- Center
for Bioenergy Innovation, Oak Ridge National
Laboratory, Oak Ridge, Tennessee 37830, United States
| | - Andrew W. Bartling
- Catalytic
Carbon and Transformation Center, National
Renewable Energy Laboratory, Golden, Colorado 80401, United States
- Center
for Bioenergy Innovation, Oak Ridge National
Laboratory, Oak Ridge, Tennessee 37830, United States
| | - John L. Field
- Environmental
Sciences Division, Oak Ridge National Laboratory, Oak Ridge, Tennessee 37830, United States
- Center
for Bioenergy Innovation, Oak Ridge National
Laboratory, Oak Ridge, Tennessee 37830, United States
| | - Anne E. Harman-Ware
- Renewable
Resources and Enabling Sciences Center, National Renewable Energy Laboratory, Golden, Colorado 80401, United States
- Center
for Bioenergy Innovation, Oak Ridge National
Laboratory, Oak Ridge, Tennessee 37830, United States
| | - Robin J. Clark
- Environmental
Sciences Division, Oak Ridge National Laboratory, Oak Ridge, Tennessee 37830, United States
- Center
for Bioenergy Innovation, Oak Ridge National
Laboratory, Oak Ridge, Tennessee 37830, United States
| | - Thomas H. Pendergast
- Institute
of Plant Breeding, Genetics and Genomics, University of Georgia, Athens, Georgia 30602, United States
- Department
of Crop and Soil Sciences, University of
Georgia, Athens, Georgia 30602, United States
- Department
of Plant Biology, University of Georgia, Athens, Georgia 30602, United States
- Center
for Bioenergy Innovation, Oak Ridge National
Laboratory, Oak Ridge, Tennessee 37830, United States
| | - Katrien M. Devos
- Institute
of Plant Breeding, Genetics and Genomics, University of Georgia, Athens, Georgia 30602, United States
- Department
of Crop and Soil Sciences, University of
Georgia, Athens, Georgia 30602, United States
- Department
of Plant Biology, University of Georgia, Athens, Georgia 30602, United States
- Center
for Bioenergy Innovation, Oak Ridge National
Laboratory, Oak Ridge, Tennessee 37830, United States
| | - Erin G. Webb
- Environmental
Sciences Division, Oak Ridge National Laboratory, Oak Ridge, Tennessee 37830, United States
- Center
for Bioenergy Innovation, Oak Ridge National
Laboratory, Oak Ridge, Tennessee 37830, United States
| | - Ali Missaoui
- Institute
of Plant Breeding, Genetics and Genomics, University of Georgia, Athens, Georgia 30602, United States
- Department
of Crop and Soil Sciences, University of
Georgia, Athens, Georgia 30602, United States
- Center
for Bioenergy Innovation, Oak Ridge National
Laboratory, Oak Ridge, Tennessee 37830, United States
| | - Yaping Xu
- Department
of Plant Sciences, University of Tennessee
Knoxville, Knoxville, Tennessee 37919, United States
- Center
for Bioenergy Innovation, Oak Ridge National
Laboratory, Oak Ridge, Tennessee 37830, United States
| | - Shiva Makaju
- Institute
of Plant Breeding, Genetics and Genomics, University of Georgia, Athens, Georgia 30602, United States
- Department
of Crop and Soil Sciences, University of
Georgia, Athens, Georgia 30602, United States
- Center
for Bioenergy Innovation, Oak Ridge National
Laboratory, Oak Ridge, Tennessee 37830, United States
| | - Vivek Shrestha
- Department
of Plant Sciences, University of Tennessee
Knoxville, Knoxville, Tennessee 37919, United States
- Center
for Bioenergy Innovation, Oak Ridge National
Laboratory, Oak Ridge, Tennessee 37830, United States
| | - Mitra Mazarei
- Department
of Plant Sciences, University of Tennessee
Knoxville, Knoxville, Tennessee 37919, United States
- Center
for Bioenergy Innovation, Oak Ridge National
Laboratory, Oak Ridge, Tennessee 37830, United States
| | - Charles Neal Stewart
- Department
of Plant Sciences, University of Tennessee
Knoxville, Knoxville, Tennessee 37919, United States
- Center
for Bioenergy Innovation, Oak Ridge National
Laboratory, Oak Ridge, Tennessee 37830, United States
| | - Reginald J. Millwood
- Department
of Plant Sciences, University of Tennessee
Knoxville, Knoxville, Tennessee 37919, United States
- Center
for Bioenergy Innovation, Oak Ridge National
Laboratory, Oak Ridge, Tennessee 37830, United States
| | - Brian H. Davison
- Biosciences
Division, Oak Ridge National Laboratory, Oak Ridge, Tennessee 37830, United States
- Center
for Bioenergy Innovation, Oak Ridge National
Laboratory, Oak Ridge, Tennessee 37830, United States
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3
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Stockdale JN, Millwood RJ. Transgene Bioconfinement: Don't Flow There. Plants (Basel) 2023; 12:1099. [PMID: 36903958 PMCID: PMC10005267 DOI: 10.3390/plants12051099] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 02/06/2023] [Revised: 02/23/2023] [Accepted: 02/24/2023] [Indexed: 06/18/2023]
Abstract
The adoption of genetically engineered (GE) crops has led to economic and environmental benefits. However, there are regulatory and environmental concerns regarding the potential movement of transgenes beyond cultivation. These concerns are greater for GE crops with high outcrossing frequencies to sexually compatible wild relatives and those grown in their native region. Newer GE crops may also confer traits that enhance fitness, and introgression of these traits could negatively impact natural populations. Transgene flow could be lessened or prevented altogether through the addition of a bioconfinement system during transgenic plant production. Several bioconfinement approaches have been designed and tested and a few show promise for transgene flow prevention. However, no system has been widely adopted despite nearly three decades of GE crop cultivation. Nonetheless, it may be necessary to implement a bioconfinement system in new GE crops or in those where the potential of transgene flow is high. Here, we survey such systems that focus on male and seed sterility, transgene excision, delayed flowering, as well as the potential of CRISPR/Cas9 to reduce or eliminate transgene flow. We discuss system utility and efficacy, as well as necessary features for commercial adoption.
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Sultana MS, Mazarei M, Jurat-Fuentes JL, Hewezi T, Millwood RJ, Stewart CN. Overexpression of soybean trypsin inhibitor genes decreases defoliation by corn earworm ( Helicoverpa zea) in soybean ( Glycine max) and Arabidopsis thaliana. Front Plant Sci 2023; 14:1129454. [PMID: 36875574 PMCID: PMC9982021 DOI: 10.3389/fpls.2023.1129454] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 12/22/2022] [Accepted: 01/30/2023] [Indexed: 06/18/2023]
Abstract
Trypsin inhibitors (TIs) are widely distributed in plants and are known to play a protective role against herbivores. TIs reduce the biological activity of trypsin, an enzyme involved in the breakdown of many different proteins, by inhibiting the activation and catalytic reactions of proteins. Soybean (Glycine max) contains two major TI classes: Kunitz trypsin inhibitor (KTI) and Bowman-Birk inhibitor (BBI). Both genes encoding TI inactivate trypsin and chymotrypsin enzymes, which are the main digestive enzymes in the gut fluids of Lepidopteran larvae feeding on soybean. In this study, the possible role of soybean TIs in plant defense against insects and nematodes was investigated. A total of six TIs were tested, including three known soybean trypsin inhibitors (KTI1, KTI2 and KTI3) and three genes encoding novel inhibitors identified in soybean (KTI5, KTI7, and BBI5). Their functional role was further examined by overexpression of the individual TI genes in soybean and Arabidopsis. The endogenous expression patterns of these TI genes varied among soybean tissues, including leaf, stem, seed, and root. In vitro enzyme inhibitory assays showed significant increase in trypsin and chymotrypsin inhibitory activities in both transgenic soybean and Arabidopsis. Detached leaf-punch feeding bioassays detected significant reduction in corn earworm (Helicoverpa zea) larval weight when larvae fed on transgenic soybean and Arabidopsis lines, with the greatest reduction observed in KTI7 and BBI5 overexpressing lines. Whole soybean plant greenhouse feeding bioassays with H. zea on KTI7 and BBI5 overexpressing lines resulted in significantly reduced leaf defoliation compared to non-transgenic plants. However, bioassays of KTI7 and BBI5 overexpressing lines with soybean cyst nematode (SCN, Heterodera glycines) showed no differences in SCN female index between transgenic and non-transgenic control plants. There were no significant differences in growth and productivity between transgenic and non-transgenic plants grown in the absence of herbivores to full maturity under greenhouse conditions. The present study provides further insight into the potential applications of TI genes for insect resistance improvement in plants.
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Affiliation(s)
- Mst Shamira Sultana
- Department of Plant Sciences, University of Tennessee, Knoxville, TN, United States
- Center for Agricultural Synthetic Biology, University of Tennessee, Knoxville, TN, United States
| | - Mitra Mazarei
- Department of Plant Sciences, University of Tennessee, Knoxville, TN, United States
- Center for Agricultural Synthetic Biology, University of Tennessee, Knoxville, TN, United States
| | - Juan Luis Jurat-Fuentes
- Department of Entomology and Plant Pathology, University of Tennessee, Knoxville, TN, United States
| | - Tarek Hewezi
- Department of Plant Sciences, University of Tennessee, Knoxville, TN, United States
| | - Reginald J. Millwood
- Department of Plant Sciences, University of Tennessee, Knoxville, TN, United States
| | - C. Neal Stewart
- Department of Plant Sciences, University of Tennessee, Knoxville, TN, United States
- Center for Agricultural Synthetic Biology, University of Tennessee, Knoxville, TN, United States
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5
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Sultana MS, Mazarei M, Millwood RJ, Liu W, Hewezi T, Stewart CN. Functional analysis of soybean cyst nematode-inducible synthetic promoters and their regulation by biotic and abiotic stimuli in transgenic soybean ( Glycine max). Front Plant Sci 2022; 13:988048. [PMID: 36160998 PMCID: PMC9501883 DOI: 10.3389/fpls.2022.988048] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 07/06/2022] [Accepted: 08/18/2022] [Indexed: 06/16/2023]
Abstract
We previously identified cis-regulatory motifs in the soybean (Glycine max) genome during interaction between soybean and soybean cyst nematode (SCN), Heterodera glycines. The regulatory motifs were used to develop synthetic promoters, and their inducibility in response to SCN infection was shown in transgenic soybean hairy roots. Here, we studied the functionality of two SCN-inducible synthetic promoters; 4 × M1.1 (TAAAATAAAGTTCTTTAATT) and 4 × M2.3 (ATATAATTAAGT) each fused to the -46 CaMV35S core sequence in transgenic soybean. Histochemical GUS analyses of transgenic soybean plants containing the individual synthetic promoter::GUS construct revealed that under unstressed condition, no GUS activity is present in leaves and roots. While upon nematode infection, the synthetic promoters direct GUS expression to roots predominantly in the nematode feeding structures induced by the SCN and by the root-knot nematode (RKN), Meloidogyne incognita. There were no differences in GUS activity in leaves between nematode-infected and non-infected plants. Furthermore, we examined the specificity of the synthetic promoters in response to various biotic (insect: fall armyworm, Spodoptera frugiperda; and bacteria: Pseudomonas syringe pv. glycinea, P. syringe pv. tomato, and P. marginalis) stresses. Additionally, we examined the specificity to various abiotic (dehydration, salt, cold, wounding) as well as to the signal molecules salicylic acid (SA), methyl jasmonate (MeJA), and abscisic acid (ABA) in the transgenic plants. Our wide-range analyses provide insights into the potential applications of synthetic promoter engineering for conditional expression of transgenes leading to transgenic crop development for resistance improvement in plant.
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Affiliation(s)
- Mst Shamira Sultana
- Department of Plant Sciences, University of Tennessee, Knoxville, TN, United States
- Center for Agricultural Synthetic Biology, University of Tennessee, Knoxville, TN, United States
| | - Mitra Mazarei
- Department of Plant Sciences, University of Tennessee, Knoxville, TN, United States
- Center for Agricultural Synthetic Biology, University of Tennessee, Knoxville, TN, United States
| | - Reginald J. Millwood
- Department of Plant Sciences, University of Tennessee, Knoxville, TN, United States
| | - Wusheng Liu
- Department of Horticultural Science, North Carolina State University, Raleigh, NC, United States
| | - Tarek Hewezi
- Department of Plant Sciences, University of Tennessee, Knoxville, TN, United States
| | - C. Neal Stewart
- Department of Plant Sciences, University of Tennessee, Knoxville, TN, United States
- Center for Agricultural Synthetic Biology, University of Tennessee, Knoxville, TN, United States
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6
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Shrestha V, Chhetri HB, Kainer D, Xu Y, Hamilton L, Piasecki C, Wolfe B, Wang X, Saha M, Jacobson D, Millwood RJ, Mazarei M, Stewart CN. The Genetic Architecture of Nitrogen Use Efficiency in Switchgrass ( Panicum virgatum L.). Front Plant Sci 2022; 13:893610. [PMID: 35586220 PMCID: PMC9108870 DOI: 10.3389/fpls.2022.893610] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 03/10/2022] [Accepted: 04/01/2022] [Indexed: 06/15/2023]
Abstract
Switchgrass (Panicum virgatum L.) has immense potential as a bioenergy crop with the aim of producing biofuel as an end goal. Nitrogen (N)-related sustainability traits, such as nitrogen use efficiency (NUE) and nitrogen remobilization efficiency (NRE), are important factors affecting switchgrass quality and productivity. Hence, it is imperative to develop nitrogen use-efficient switchgrass accessions by exploring the genetic basis of NUE in switchgrass. For that, we used 331 diverse field-grown switchgrass accessions planted under low and moderate N fertility treatments. We performed a genome wide association study (GWAS) in a holistic manner where we not only considered NUE as a single trait but also used its related phenotypic traits, such as total dry biomass at low N and moderate N, and nitrogen use index, such as NRE. We have evaluated the phenotypic characterization of the NUE and the related traits, highlighted their relationship using correlation analysis, and identified the top ten nitrogen use-efficient switchgrass accessions. Our GWAS analysis identified 19 unique single nucleotide polymorphisms (SNPs) and 32 candidate genes. Two promising GWAS candidate genes, caffeoyl-CoA O-methyltransferase (CCoAOMT) and alfin-like 6 (AL6), were further supported by linkage disequilibrium (LD) analysis. Finally, we discussed the potential role of nitrogen in modulating the expression of these two genes. Our findings have opened avenues for the development of improved nitrogen use-efficient switchgrass lines.
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Affiliation(s)
- Vivek Shrestha
- Department of Plant Sciences, The University of Tennessee, Knoxville, Knoxville, TN, United States
- Center for Bioenergy Innovation, Oak Ridge National Laboratory, Oak Ridge, TN, United States
| | - Hari B. Chhetri
- Center for Bioenergy Innovation, Oak Ridge National Laboratory, Oak Ridge, TN, United States
| | - David Kainer
- Center for Bioenergy Innovation, Oak Ridge National Laboratory, Oak Ridge, TN, United States
| | - Yaping Xu
- Department of Plant Sciences, The University of Tennessee, Knoxville, Knoxville, TN, United States
- Center for Bioenergy Innovation, Oak Ridge National Laboratory, Oak Ridge, TN, United States
| | - Lance Hamilton
- Department of Plant Sciences, The University of Tennessee, Knoxville, Knoxville, TN, United States
- Center for Bioenergy Innovation, Oak Ridge National Laboratory, Oak Ridge, TN, United States
| | | | - Ben Wolfe
- Department of Plant Sciences, The University of Tennessee, Knoxville, Knoxville, TN, United States
- Center for Bioenergy Innovation, Oak Ridge National Laboratory, Oak Ridge, TN, United States
| | - Xueyan Wang
- Center for Bioenergy Innovation, Oak Ridge National Laboratory, Oak Ridge, TN, United States
- Noble Research Institute, Ardmore, OK, United States
| | - Malay Saha
- Center for Bioenergy Innovation, Oak Ridge National Laboratory, Oak Ridge, TN, United States
- Noble Research Institute, Ardmore, OK, United States
| | - Daniel Jacobson
- Center for Bioenergy Innovation, Oak Ridge National Laboratory, Oak Ridge, TN, United States
| | - Reginald J. Millwood
- Department of Plant Sciences, The University of Tennessee, Knoxville, Knoxville, TN, United States
- Center for Bioenergy Innovation, Oak Ridge National Laboratory, Oak Ridge, TN, United States
| | - Mitra Mazarei
- Department of Plant Sciences, The University of Tennessee, Knoxville, Knoxville, TN, United States
- Center for Bioenergy Innovation, Oak Ridge National Laboratory, Oak Ridge, TN, United States
| | - C. Neal Stewart
- Department of Plant Sciences, The University of Tennessee, Knoxville, Knoxville, TN, United States
- Center for Bioenergy Innovation, Oak Ridge National Laboratory, Oak Ridge, TN, United States
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7
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Sultana MS, Millwood RJ, Mazarei M, Stewart CN. Proteinase inhibitors in legume herbivore defense: from natural to genetically engineered protectants. Plant Cell Rep 2022; 41:293-305. [PMID: 34674016 DOI: 10.1007/s00299-021-02800-7] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 07/27/2021] [Accepted: 09/28/2021] [Indexed: 06/13/2023]
Abstract
Proteinase inhibitors (PIs) from legumes have the potential for use as protectants in response to pests and pathogens. Legumes have evolved PIs that inhibit digestive proteinases upon herbivory resulting in delayed development, deformities, and reduced fertility of herbivorous insects. Legume PIs (serine proteinase inhibitors and cysteine proteinase inhibitors) have been overexpressed in plants to confer plant protection against herbivores. Recently, the co-expression of multiple PIs in transgenic plants enhanced host defense over single PI expression, i.e., in an additive fashion. Therefore, a synthetic PI could conceivably be designed using different inhibitory domains that may provide multifunctional protection. Little attention has yet given to expanding PI gene repertoires to improve PI efficacy for targeting multiple proteinases. Also, PIs have been shown to play an important role in response to abiotic stresses. Previously published papers have presented several aspects of strategic deployment of PIs in transgenic plants, which is the focus of this review by providing a comprehensive update of the recent progress of using PIs in transgenic plants. We also emphasize broadening the potential usefulness of PIs and their future direction in research, which will likely result in a more potent defense against herbivores.
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Affiliation(s)
| | | | - Mitra Mazarei
- Department of Plant Sciences, University of Tennessee, Knoxville, TN, USA
| | - C Neal Stewart
- Department of Plant Sciences, University of Tennessee, Knoxville, TN, USA.
- Center for Agricultural Synthetic Biology, University of Tennessee Institute of Agriculture, Knoxville, TN, USA.
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8
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Xu Y, Shrestha V, Piasecki C, Wolfe B, Hamilton L, Millwood RJ, Mazarei M, Stewart CN. Sustainability Trait Modeling of Field-Grown Switchgrass ( Panicum virgatum) Using UAV-Based Imagery. Plants (Basel) 2021; 10:plants10122726. [PMID: 34961199 PMCID: PMC8709265 DOI: 10.3390/plants10122726] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 11/04/2021] [Revised: 11/29/2021] [Accepted: 12/07/2021] [Indexed: 05/17/2023]
Abstract
Unmanned aerial vehicles (UAVs) provide an intermediate scale of spatial and spectral data collection that yields increased accuracy and consistency in data collection for morphological and physiological traits than satellites and expanded flexibility and high-throughput compared to ground-based data collection. In this study, we used UAV-based remote sensing for automated phenotyping of field-grown switchgrass (Panicum virgatum), a leading bioenergy feedstock. Using vegetation indices calculated from a UAV-based multispectral camera, statistical models were developed for rust disease caused by Puccinia novopanici, leaf chlorophyll, nitrogen, and lignin contents. For the first time, UAV remote sensing technology was used to explore the potentials for multiple traits associated with sustainable production of switchgrass, and one statistical model was developed for each individual trait based on the statistical correlation between vegetation indices and the corresponding trait. Also, for the first time, lignin content was estimated in switchgrass shoots via UAV-based multispectral image analysis and statistical analysis. The UAV-based models were verified by ground-truthing via correlation analysis between the traits measured manually on the ground-based with UAV-based data. The normalized difference red edge (NDRE) vegetation index outperformed the normalized difference vegetation index (NDVI) for rust disease and nitrogen content, while NDVI performed better than NDRE for chlorophyll and lignin content. Overall, linear models were sufficient for rust disease and chlorophyll analysis, but for nitrogen and lignin contents, nonlinear models achieved better results. As the first comprehensive study to model switchgrass sustainability traits from UAV-based remote sensing, these results suggest that this methodology can be utilized for switchgrass high-throughput phenotyping in the field.
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Affiliation(s)
- Yaping Xu
- Department of Plant Sciences, University of Tennessee, Knoxville, TN 37996, USA; (Y.X.); (V.S.); (C.P.); (B.W.); (L.H.)
- Center for Bioenergy Innovation, Oak Ridge National Laboratory, Oak Ridge, TN 37830, USA
| | - Vivek Shrestha
- Department of Plant Sciences, University of Tennessee, Knoxville, TN 37996, USA; (Y.X.); (V.S.); (C.P.); (B.W.); (L.H.)
- Center for Bioenergy Innovation, Oak Ridge National Laboratory, Oak Ridge, TN 37830, USA
| | - Cristiano Piasecki
- Department of Plant Sciences, University of Tennessee, Knoxville, TN 37996, USA; (Y.X.); (V.S.); (C.P.); (B.W.); (L.H.)
- Center for Bioenergy Innovation, Oak Ridge National Laboratory, Oak Ridge, TN 37830, USA
- ATSI Brasil Pesquisa e Consultoria, Passo Fundo 99054-328, RS, Brazil
| | - Benjamin Wolfe
- Department of Plant Sciences, University of Tennessee, Knoxville, TN 37996, USA; (Y.X.); (V.S.); (C.P.); (B.W.); (L.H.)
- Center for Bioenergy Innovation, Oak Ridge National Laboratory, Oak Ridge, TN 37830, USA
| | - Lance Hamilton
- Department of Plant Sciences, University of Tennessee, Knoxville, TN 37996, USA; (Y.X.); (V.S.); (C.P.); (B.W.); (L.H.)
- Center for Bioenergy Innovation, Oak Ridge National Laboratory, Oak Ridge, TN 37830, USA
| | - Reginald J. Millwood
- Department of Plant Sciences, University of Tennessee, Knoxville, TN 37996, USA; (Y.X.); (V.S.); (C.P.); (B.W.); (L.H.)
- Center for Bioenergy Innovation, Oak Ridge National Laboratory, Oak Ridge, TN 37830, USA
- Correspondence: (R.J.M.); (M.M.); (C.N.S.J.)
| | - Mitra Mazarei
- Department of Plant Sciences, University of Tennessee, Knoxville, TN 37996, USA; (Y.X.); (V.S.); (C.P.); (B.W.); (L.H.)
- Center for Bioenergy Innovation, Oak Ridge National Laboratory, Oak Ridge, TN 37830, USA
- Correspondence: (R.J.M.); (M.M.); (C.N.S.J.)
| | - Charles Neal Stewart
- Department of Plant Sciences, University of Tennessee, Knoxville, TN 37996, USA; (Y.X.); (V.S.); (C.P.); (B.W.); (L.H.)
- Center for Bioenergy Innovation, Oak Ridge National Laboratory, Oak Ridge, TN 37830, USA
- Correspondence: (R.J.M.); (M.M.); (C.N.S.J.)
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9
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Yang Y, Gardner C, Gupta P, Peng Y, Piasecki C, Millwood RJ, Ahn TH, Stewart CN. Novel Candidate Genes Differentially Expressed in Glyphosate-Treated Horseweed ( Conyza canadensis). Genes (Basel) 2021; 12:1616. [PMID: 34681011 PMCID: PMC8535903 DOI: 10.3390/genes12101616] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/13/2021] [Revised: 09/20/2021] [Accepted: 10/08/2021] [Indexed: 11/16/2022] Open
Abstract
The evolution of herbicide-resistant weed species is a serious threat for weed control. Therefore, we need an improved understanding of how gene regulation confers herbicide resistance in order to slow the evolution of resistance. The present study analyzed differentially expressed genes after glyphosate treatment on a glyphosate-resistant Tennessee ecotype (TNR) of horseweed (Conyza canadensis), compared to a susceptible biotype (TNS). A read size of 100.2 M was sequenced on the Illumina platform and subjected to de novo assembly, resulting in 77,072 gene-level contigs, of which 32,493 were uniquely annotated by a BlastX alignment of protein sequence similarity. The most differentially expressed genes were enriched in the gene ontology (GO) term of the transmembrane transport protein. In addition, fifteen upregulated genes were identified in TNR after glyphosate treatment but were not detected in TNS. Ten of these upregulated genes were transmembrane transporter or kinase receptor proteins. Therefore, a combination of changes in gene expression among transmembrane receptor and kinase receptor proteins may be important for endowing non-target-site glyphosate-resistant C. canadensis.
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Affiliation(s)
- Yongil Yang
- Department of Plant Sciences, University of Tennessee, Knoxville, TN 37996, USA; (Y.Y.); (Y.P.); (C.P.); (R.J.M.)
- Center for Agricultural Synthetic Biology, University of Tennessee, Knoxville, TN 37996, USA
| | - Cory Gardner
- Program in Bioinformatics and Computational Biology, Saint Louis University, St. Louis, MO 63103, USA; (C.G.); (P.G.); (T.-H.A.)
| | - Pallavi Gupta
- Program in Bioinformatics and Computational Biology, Saint Louis University, St. Louis, MO 63103, USA; (C.G.); (P.G.); (T.-H.A.)
- MU Institute for Data Science and Informatics, University of Missouri, Columbia, MO 65211, USA
| | - Yanhui Peng
- Department of Plant Sciences, University of Tennessee, Knoxville, TN 37996, USA; (Y.Y.); (Y.P.); (C.P.); (R.J.M.)
- Centers for Disease Control and Prevention, 1600 Clifton Rd., Atlanta, GA 30333, USA
| | - Cristiano Piasecki
- Department of Plant Sciences, University of Tennessee, Knoxville, TN 37996, USA; (Y.Y.); (Y.P.); (C.P.); (R.J.M.)
- ATSI Brasil Pesquisa e Consultoria, Passo Fundo 99054-328, RS, Brazil
| | - Reginald J. Millwood
- Department of Plant Sciences, University of Tennessee, Knoxville, TN 37996, USA; (Y.Y.); (Y.P.); (C.P.); (R.J.M.)
| | - Tae-Hyuk Ahn
- Program in Bioinformatics and Computational Biology, Saint Louis University, St. Louis, MO 63103, USA; (C.G.); (P.G.); (T.-H.A.)
- Department of Computer Science, Saint Louis University, St. Louis, MO 63103, USA
| | - C. Neal Stewart
- Department of Plant Sciences, University of Tennessee, Knoxville, TN 37996, USA; (Y.Y.); (Y.P.); (C.P.); (R.J.M.)
- Center for Agricultural Synthetic Biology, University of Tennessee, Knoxville, TN 37996, USA
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10
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Li F, Piasecki C, Millwood RJ, Wolfe B, Mazarei M, Stewart CN. High-Throughput Switchgrass Phenotyping and Biomass Modeling by UAV. Front Plant Sci 2020; 11:574073. [PMID: 33193511 PMCID: PMC7606849 DOI: 10.3389/fpls.2020.574073] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 06/18/2020] [Accepted: 09/16/2020] [Indexed: 05/28/2023]
Abstract
Unmanned aerial vehicle (UAV) technology is an emerging powerful approach for high-throughput plant phenotyping field-grown crops. Switchgrass (Panicum virgatum L.) is a lignocellulosic bioenergy crop for which studies on yield, sustainability, and biofuel traits are performed. In this study, we exploited UAV-based imagery (LiDAR and multispectral approaches) to measure plant height, perimeter, and biomass yield in field-grown switchgrass in order to make predictions on bioenergy traits. Manual ground truth measurements validated the automated UAV results. We found UAV-based plant height and perimeter measurements were highly correlated and consistent with the manual measurements (r = 0.93, p < 0.001). Furthermore, we found that phenotyping parameters can significantly improve the natural saturation of the spectral index of the optical image for detecting high-density plantings. Combining plant canopy height (CH) and canopy perimeter (CP) parameters with spectral index (SI), we developed a robust and standardized biomass yield model [biomass = (m × SI) × CP × CH] where the m is an SI-sensitive coefficient linearly varying with the plant phenological changing stage. The biomass yield estimates obtained from this model were strongly correlated with manual measurements (r = 0.90, p < 0.001). Taking together, our results provide insights into the capacity of UAV-based remote sensing for switchgrass high-throughput phenotyping in the field, which will be useful for breeding and cultivar development.
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Affiliation(s)
- Fei Li
- Department of Plant Sciences, University of Tennessee, Knoxville, Knoxville, TN, United States
- Center for Bioenergy Innovation, Oak Ridge National Laboratory, Oak Ridge, TN, United States
| | - Cristiano Piasecki
- Department of Plant Sciences, University of Tennessee, Knoxville, Knoxville, TN, United States
- Center for Bioenergy Innovation, Oak Ridge National Laboratory, Oak Ridge, TN, United States
| | - Reginald J. Millwood
- Department of Plant Sciences, University of Tennessee, Knoxville, Knoxville, TN, United States
- Center for Bioenergy Innovation, Oak Ridge National Laboratory, Oak Ridge, TN, United States
| | - Benjamin Wolfe
- Department of Plant Sciences, University of Tennessee, Knoxville, Knoxville, TN, United States
- Center for Bioenergy Innovation, Oak Ridge National Laboratory, Oak Ridge, TN, United States
| | - Mitra Mazarei
- Department of Plant Sciences, University of Tennessee, Knoxville, Knoxville, TN, United States
- Center for Bioenergy Innovation, Oak Ridge National Laboratory, Oak Ridge, TN, United States
| | - C. Neal Stewart
- Department of Plant Sciences, University of Tennessee, Knoxville, Knoxville, TN, United States
- Center for Bioenergy Innovation, Oak Ridge National Laboratory, Oak Ridge, TN, United States
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11
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Liu W, Rudis MR, Cheplick MH, Millwood RJ, Yang JP, Ondzighi-Assoume CA, Montgomery GA, Burris KP, Mazarei M, Chesnut JD, Stewart CN. Lipofection-mediated genome editing using DNA-free delivery of the Cas9/gRNA ribonucleoprotein into plant cells. Plant Cell Rep 2020; 39:245-257. [PMID: 31728703 DOI: 10.1007/s00299-019-02488-w] [Citation(s) in RCA: 32] [Impact Index Per Article: 8.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 09/26/2019] [Accepted: 11/06/2019] [Indexed: 05/23/2023]
Abstract
KEY MESSAGE A novel and robust lipofection-mediated transfection approach for the use of DNA-free Cas9/gRNA RNP for gene editing has demonstrated efficacy in plant cells. Precise genome editing has been revolutionized by CRISPR/Cas9 systems. DNA-based delivery of CRISPR/Cas9 is widely used in various plant species. However, protein-based delivery of the in vitro translated Cas9/guide RNA (gRNA) ribonucleoprotein (RNP) complex into plant cells is still in its infancy even though protein delivery has several advantages. These advantages include DNA-free delivery, gene-edited host plants that are not transgenic, ease of use, low cost, relative ease to be adapted to high-throughput systems, and low off-target cleavage rates. Here, we show a novel lipofection-mediated transfection approach for protein delivery of the preassembled Cas9/gRNA RNP into plant cells for genome editing. Two lipofection reagents, Lipofectamine 3000 and RNAiMAX, were adapted for successful delivery into plant cells of Cas9/gRNA RNP. A green fluorescent protein (GFP) reporter was fused in-frame with the C-terminus of the Cas9 protein and the fusion protein was successfully delivered into non-transgenic tobacco cv. 'Bright Yellow-2' (BY2) protoplasts. The optimal efficiencies for Lipofectamine 3000- and RNAiMAX-mediated protein delivery were 66% and 48%, respectively. Furthermore, we developed a biolistic method for protein delivery based on the known proteolistics technique. A transgenic tobacco BY2 line expressing an orange fluorescence protein reporter pporRFP was targeted for knockout. We found that the targeted mutagenesis frequency for our Lipofectamine 3000-mediated protein delivery was 6%. Our results showed that the newly developed lipofection-mediated transfection approach is robust for the use of the DNA-free Cas9/gRNA technology for genome editing in plant cells.
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Affiliation(s)
- Wusheng Liu
- Department of Plant Sciences, University of Tennessee, Knoxville, TN, 37996, USA.
- Department of Horticultural Science, North Caroline State University, Raleigh, NC, 27607, USA.
| | - Mary R Rudis
- Department of Plant Sciences, University of Tennessee, Knoxville, TN, 37996, USA
| | - Matthew H Cheplick
- Department of Plant Sciences, University of Tennessee, Knoxville, TN, 37996, USA
| | - Reginald J Millwood
- Department of Plant Sciences, University of Tennessee, Knoxville, TN, 37996, USA
| | - Jian-Ping Yang
- Synthetic Biology Research and Development, Thermo Fisher Scientific, Carlsbad, CA, 92008, USA
| | - Christine A Ondzighi-Assoume
- Department of Plant Sciences, University of Tennessee, Knoxville, TN, 37996, USA
- Department of Agricultural and Environmental Sciences, Tennessee State University, Nashville, TN, 37209, USA
| | - Garrett A Montgomery
- Department of Plant Sciences, University of Tennessee, Knoxville, TN, 37996, USA
| | - Kellie P Burris
- Department of Plant Sciences, University of Tennessee, Knoxville, TN, 37996, USA
- Department of Food, Bioprocessing and Nutrition Sciences, North Caroline State University, Raleigh, NC, 27606, USA
| | - Mitra Mazarei
- Department of Plant Sciences, University of Tennessee, Knoxville, TN, 37996, USA
| | - Jonathan D Chesnut
- Synthetic Biology Research and Development, Thermo Fisher Scientific, Carlsbad, CA, 92008, USA
| | - Charles Neal Stewart
- Department of Plant Sciences, University of Tennessee, Knoxville, TN, 37996, USA.
- Center for Agricultural Synthetic Biology, University of Tennessee Institute of Agriculture, Knoxville, TN, 37996, USA.
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12
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Sultana MS, Frazier TP, Millwood RJ, Lenaghan SC, Stewart CN. Development and validation of a novel and robust cell culture system in soybean (Glycine max (L.) Merr.) for promoter screening. Plant Cell Rep 2019; 38:1329-1345. [PMID: 31396683 DOI: 10.1007/s00299-019-02455-5] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 06/06/2019] [Accepted: 07/29/2019] [Indexed: 05/23/2023]
Abstract
KEY MESSAGE A novel soybean cell culture was developed, establishing a reliable and rapid promoter assay to enable high-throughput automated screening in soybean protoplasts relevant to shoot tissues in whole plants. Transient reporter gene assays can be valuable to rapidly estimate expression characteristics of heterologous promoters. The challenge for maximizing the value of such screens is to combine relevant cells or tissues with methods that can be scaled for high-throughput screening, especially for crop-rather than model species. We developed a robust and novel soybean cell suspension culture derived from leaf-derived callus for protoplast production: a platform for promoter screening. The protoplasts were transfected with promoter-reporter constructs, of which were chosen and validated against known promoter expression profiles from tissue-derived protoplasts (leaves, stems, and immature cotyledons) and gene expression data from plants. The cell culture reliably produced 2.82 ± 0.94 × 108 protoplasts/g fresh culture mass with a transfection efficiency of 31.06 ± 7.69% at 48 h post-incubation. The promoter-reporter gene DNA expression levels of transfected cell culture-derived protoplasts were most similar to that of leaf- and stem-derived protoplasts (correlation coefficient of 0.99 and 0.96, respectively) harboring the same constructs. Cell culture expression was also significantly correlated to endogenous promoter-gene expression in leaf tissues as measured by qRT-PCR (correlation coefficient of 0.80). Using the manual protocols that produced these results, we performed early stage experiments to automate protoplast transformation on a robotic system. After optimizing the protocol, we achieved up to 29% transformation efficiency using our robotic system. We conclude that the soybean cell culture-to-protoplast transformation screen is amenable to automate promoter and gene screens in soybean that could be used to accelerate discoveries relevant for crop improvement. Key features of the system include low-cost, facile protoplast isolation, and transformation for soybean shoot tissue-relevant molecular screening.
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Affiliation(s)
- Mst Shamira Sultana
- Department of Plant Sciences, University of Tennessee, Knoxville, TN, USA
- Center for Agricultural Synthetic Biology, University of Tennessee Institute of Agriculture, Knoxville, TN, USA
| | - Taylor P Frazier
- Department of Plant Sciences, University of Tennessee, Knoxville, TN, USA
- Center for Agricultural Synthetic Biology, University of Tennessee Institute of Agriculture, Knoxville, TN, USA
- Elo Life Systems, Suite Number 2200, 3054 E Cornwallis Road, Durham, NC, 27709, USA
| | | | - Scott C Lenaghan
- Center for Agricultural Synthetic Biology, University of Tennessee Institute of Agriculture, Knoxville, TN, USA
- Department of Food Science, University of Tennessee, Knoxville, TN, USA
- Department of Mechanical, Aerospace, and Biomedical Engineering, University of Tennessee, Knoxville, TN, USA
| | - C Neal Stewart
- Department of Plant Sciences, University of Tennessee, Knoxville, TN, USA.
- Center for Agricultural Synthetic Biology, University of Tennessee Institute of Agriculture, Knoxville, TN, USA.
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13
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Piasecki C, Yang Y, Benemann DP, Kremer FS, Galli V, Millwood RJ, Cechin J, Agostinetto D, Maia LC, Vargas L, Stewart CN. Transcriptomic Analysis Identifies New Non-Target Site Glyphosate-Resistance Genes in Conyza bonariensis. Plants (Basel) 2019; 8:plants8060157. [PMID: 31181629 PMCID: PMC6630842 DOI: 10.3390/plants8060157] [Citation(s) in RCA: 18] [Impact Index Per Article: 3.6] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 05/04/2019] [Revised: 05/31/2019] [Accepted: 06/04/2019] [Indexed: 01/18/2023]
Abstract
Conyza bonariensis (hairy fleabane) is one of the most problematic and widespread glyphosate-resistant weeds in the world. This highly competitive weed species significantly interferes with crop growth and substantially decreases crop yield. Despite its agricultural importance, the molecular mechanisms of glyphosate resistance are still unknown. The present RNA-Seq study was performed with the goal of identifying differentially expressed candidate transcripts (genes) related to metabolism-based non-target site glyphosate resistance in C. bonariensis. The whole-transcriptome was de novo assembled from glyphosate-resistant and -sensitive biotypes of C. bonariensis from Southern Brazil. The RNA was extracted from untreated and glyphosate-treated plants at several timepoints up to 288 h after treatment in both biotypes. The transcriptome assembly produced 90,124 contigs with an average length of 777 bp and N50 of 1118 bp. In response to glyphosate treatment, differential gene expression analysis was performed on glyphosate-resistant and -sensitive biotypes. A total of 9622 genes were differentially expressed as a response to glyphosate treatment in both biotypes, 4297 (44.6%) being up- and 5325 (55.4%) down-regulated. The resistant biotype presented 1770 up- and 2333 down-regulated genes while the sensitive biotype had 2335 and 2800 up- and down-regulated genes, respectively. Among them, 974 up- and 1290 down-regulated genes were co-expressed in both biotypes. In the present work, we identified 41 new candidate target genes from five families related to herbicide transport and metabolism: 19 ABC transporters, 10 CYP450s, one glutathione S-transferase (GST), five glycosyltransferases (GT), and six genes related to antioxidant enzyme catalase (CAT), peroxidase (POD), and superoxide dismutase (SOD). The candidate genes may participate in metabolic-based glyphosate resistance via oxidation, conjugation, transport, and degradation, plus antioxidation. One or more of these genes might 'rescue' resistant plants from irreversible damage after glyphosate treatment. The 41 target genes we report in the present study may inform further functional genomics studies, including gene editing approaches to elucidate glyphosate-resistance mechanisms in C. bonariensis.
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Affiliation(s)
- Cristiano Piasecki
- Department of Crop Protection, Federal University of Pelotas (UFPel), Pelotas 96010-610, Brazil.
- Department of Plant Sciences, University of Tennessee (UTK), Knoxville, TN 37996, USA.
| | - Yongil Yang
- Department of Plant Sciences, University of Tennessee (UTK), Knoxville, TN 37996, USA.
| | - Daiane P Benemann
- Department of Crop Protection, Federal University of Pelotas (UFPel), Pelotas 96010-610, Brazil.
| | - Frederico S Kremer
- Center for Technological Development, Federal University of Pelotas (UFPel), Pelotas 96010-610, Brazil.
| | - Vanessa Galli
- Center for Technological Development, Federal University of Pelotas (UFPel), Pelotas 96010-610, Brazil.
| | - Reginald J Millwood
- Department of Plant Sciences, University of Tennessee (UTK), Knoxville, TN 37996, USA.
| | - Joanei Cechin
- Department of Crop Protection, Federal University of Pelotas (UFPel), Pelotas 96010-610, Brazil.
| | - Dirceu Agostinetto
- Department of Crop Protection, Federal University of Pelotas (UFPel), Pelotas 96010-610, Brazil.
| | - Luciano C Maia
- Department of Plant Breeding, Federal University of Pelotas (UFPel), Pelotas 96010-610, Brazil.
| | - Leandro Vargas
- Department of Weed Science, Brazilian Agricultural Research Corporation (Embrapa), Passo Fundo 99050-970, Brazil.
| | - C Neal Stewart
- Department of Plant Sciences, University of Tennessee (UTK), Knoxville, TN 37996, USA.
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14
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Johnson CR, Millwood RJ, Wang Z, Stewart CN. Light and temperature effects on miR156 transgenic switchgrass flowering: A simulated latitudinal study. Plant Direct 2017; 1:e00026. [PMID: 31245673 PMCID: PMC6508523 DOI: 10.1002/pld3.26] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 07/06/2017] [Revised: 09/08/2017] [Accepted: 10/05/2017] [Indexed: 06/09/2023]
Abstract
The control of flowering in perennial grasses is an important trait, especially among biofuel feedstocks. Lignocellulosic biomass may be increased commensurate with decreased or delayed flowering as the plant allocates energy for stems and leaves harvested for bioenergy at the end of the growing season. For transgenic feedstocks, such as switchgrass (Panicum virgatum L.) grown in its geographic center of distribution, it is foreseeable that regulators may require greatly decreased gene flow frequencies to enable commercialization. Transgenic switchgrass with various overexpression levels of a rice microRNA gene, miR156, when grown in field conditions, holds promise for decreased flowering, yielding high biomass, and altered cell wall traits, which renders it as a potential crossing partner for further breeding with switchgrass lines for decreased recalcitrance. In the current research, we simulated a latitudinal cline in controlled growth chamber experiments for various individual sites from the tropics to cool-temperate conditions which included weekly average high and low temperatures and day lengths over the switchgrass growing season for each simulated site: Guayaquil, Ecuador; Laredo, Texas, USA; and Brattleboro, Vermont, USA. Flowering and reproduction among transgenic lines with low (T-14 and T-35)-to-moderate (T-27 and T-37) overexpression of miR156 were assessed. Lower simulated latitudes (higher temperatures with low-variant day length) and long growing seasons promoted flowering of the miR156 transgenic switchgrass lines. Tropical conditions rescued the flowering phenotype in all transgenic lines except T-27. Higher numbers of plants in lines T-35 and T-37 and the controls produced panicles, which also occurred earlier in the study as temperatures increased and day length decreased. Line T-14 was the exception as more clonal replicates flowered in the cool-temperate (Vermont) conditions. Increased biomass was found in transgenic lines T-35 and T-37 in tropical conditions. No difference in biomass was found in subtropical (Texas) chambers, and two lines (T-14 and T-35) produced less biomass than the control in cool-temperate conditions. Our findings suggest that switchgrass plants engineered to overexpress miR156 for delayed flowering to promote bioconfinement and biomass production may be used for plant breeding at tropical sites.
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Affiliation(s)
| | - Reginald J. Millwood
- Department of Plant SciencesUniversity of TennesseeKnoxvilleTNUSA
- BioEnergy Science CenterOak Ridge National LaboratoryOak RidgeTNUSA
| | - Zeng‐Yu Wang
- BioEnergy Science CenterOak Ridge National LaboratoryOak RidgeTNUSA
- Noble Research InstituteArdmoreOKUSA
| | - Charles N. Stewart
- Department of Plant SciencesUniversity of TennesseeKnoxvilleTNUSA
- BioEnergy Science CenterOak Ridge National LaboratoryOak RidgeTNUSA
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15
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Johnson CR, Millwood RJ, Tang Y, Gou J, Sykes RW, Turner GB, Davis MF, Sang Y, Wang ZY, Stewart CN. Field-grown miR156 transgenic switchgrass reproduction, yield, global gene expression analysis, and bioconfinement. Biotechnol Biofuels 2017; 10:255. [PMID: 29213314 PMCID: PMC5707911 DOI: 10.1186/s13068-017-0939-1] [Citation(s) in RCA: 8] [Impact Index Per Article: 1.1] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 07/10/2017] [Accepted: 10/19/2017] [Indexed: 05/09/2023]
Abstract
BACKGROUND Genetic engineering has been effective in altering cell walls for biofuel production in the bioenergy crop, switchgrass (Panicum virgatum). However, regulatory issues arising from gene flow may prevent commercialization of engineered switchgrass in the eastern United States where the species is native. Depending on its expression level, microRNA156 (miR156) can reduce, delay, or eliminate flowering, which may serve to decrease transgene flow. In this unique field study of transgenic switchgrass that was permitted to flower, two low (T14 and T35) and two medium (T27 and T37) miR156-overexpressing 'Alamo' lines with the transgene under the control of the constitutive maize (Zea mays) ubiquitin 1 promoter, along with nontransgenic control plants, were grown in eastern Tennessee over two seasons. RESULTS miR156 expression was positively associated with decreased and delayed flowering in switchgrass. Line T27 did not flower during the 2-year study. Line T37 did flower, but not all plants produced panicles. Flowering was delayed in T37, resulting in 70.6% fewer flowers than controls during the second field year with commensurate decreased seed yield: 1205 seeds per plant vs. 18,539 produced by each control. These results are notable given that line T37 produced equivalent vegetative aboveground biomass to the controls. miR156 transcript abundance of field-grown plants was congruent with greenhouse results. The five miR156 SQUAMOSA PROMOTER BINDING PROTEIN-LIKE (SPL) target genes had suppressed expression in one or more of the transgenic lines. Line T27, which had the highest miR156 overexpression, showed significant downregulation for all five SPL genes. On the contrary, line T35 had the lowest miR156 overexpression and had no significant change in any of the five SPL genes. CONCLUSIONS Because of the research field's geographical features, this study was the first instance of any genetically engineered trait in switchgrass, in which experimental plants were allowed to flower in the field in the eastern U.S.; USDA-APHIS-BRS regulators allowed open flowering. We found that medium overexpression of miR156, e.g., line T37, resulted in delayed and reduced flowering accompanied by high biomass production. We propose that induced miR156 expression could be further developed as a transgenic switchgrass bioconfinement tool to enable eventual commercialization.
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Affiliation(s)
- Chelsea R. Johnson
- Department of Plant Sciences, University of Tennessee, Knoxville, TN USA
| | - Reginald J. Millwood
- Department of Plant Sciences, University of Tennessee, Knoxville, TN USA
- BioEnergy Science Center, Oak Ridge National Laboratory, Oak Ridge, TN USA
| | - Yuhong Tang
- BioEnergy Science Center, Oak Ridge National Laboratory, Oak Ridge, TN USA
- Noble Research Institute, Ardmore, OK USA
| | - Jiqing Gou
- BioEnergy Science Center, Oak Ridge National Laboratory, Oak Ridge, TN USA
- Noble Research Institute, Ardmore, OK USA
| | - Robert W. Sykes
- BioEnergy Science Center, Oak Ridge National Laboratory, Oak Ridge, TN USA
- National Renewable Energy Laboratory, Golden, CO USA
| | - Geoffrey B. Turner
- BioEnergy Science Center, Oak Ridge National Laboratory, Oak Ridge, TN USA
- National Renewable Energy Laboratory, Golden, CO USA
| | - Mark F. Davis
- BioEnergy Science Center, Oak Ridge National Laboratory, Oak Ridge, TN USA
- National Renewable Energy Laboratory, Golden, CO USA
| | - Yi Sang
- Department of Plant Sciences, University of Tennessee, Knoxville, TN USA
| | - Zeng-Yu Wang
- BioEnergy Science Center, Oak Ridge National Laboratory, Oak Ridge, TN USA
- Noble Research Institute, Ardmore, OK USA
| | - C. Neal Stewart
- Department of Plant Sciences, University of Tennessee, Knoxville, TN USA
- BioEnergy Science Center, Oak Ridge National Laboratory, Oak Ridge, TN USA
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16
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Millwood RJ, Moon HS, Poovaiah CR, Muthukumar B, Rice JH, Abercrombie JM, Abercrombie LL, Green WD, Stewart CN. Engineered selective plant male sterility through pollen-specific expression of the EcoRI restriction endonuclease. Plant Biotechnol J 2016; 14:1281-90. [PMID: 26503160 DOI: 10.1111/pbi.12493] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 06/21/2015] [Revised: 09/05/2015] [Accepted: 09/22/2015] [Indexed: 05/08/2023]
Abstract
Unintended gene flow from transgenic plants via pollen, seed and vegetative propagation is a regulatory concern because of potential admixture in food and crop systems, as well as hybridization and introgression to wild and weedy relatives. Bioconfinement of transgenic pollen would help address some of these concerns and enable transgenic plant production for several crops where gene flow is an issue. Here, we demonstrate the expression of the restriction endonuclease EcoRI under the control of the tomato pollen-specific LAT52 promoter is an effective method for generating selective male sterility in Nicotiana tabacum (tobacco). Of nine transgenic events recovered, four events had very high bioconfinement with tightly controlled EcoRI expression in pollen and negligible-to-no expression other plant tissues. Transgenic plants had normal morphology wherein vegetative growth and reproductivity were similar to nontransgenic controls. In glasshouse experiments, transgenic lines were hand-crossed to both male-sterile and emasculated nontransgenic tobacco varieties. Progeny analysis of 16 000-40 000 seeds per transgenic line demonstrated five lines approached (>99.7%) or attained 100% bioconfinement for one or more generations. Bioconfinement was again demonstrated at or near 100% under field conditions where four transgenic lines were grown in close proximity to male-sterile tobacco, and 900-2100 seeds per male-sterile line were analysed for transgenes. Based upon these results, we conclude EcoRI-driven selective male sterility holds practical potential as a safe and reliable transgene bioconfinement strategy. Given the mechanism of male sterility, this method could be applicable to any plant species.
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Affiliation(s)
| | - Hong S Moon
- Department of Plant Sciences, University of Tennessee, Knoxville, TN, USA
| | | | | | - John Hollis Rice
- Department of Plant Sciences, University of Tennessee, Knoxville, TN, USA
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17
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Peng Y, Allen S, Millwood RJ, Stewart CN. 'Fukusensor:' a genetically engineered plant for reporting DNA damage in response to gamma radiation. Plant Biotechnol J 2014; 12:1329-1332. [PMID: 25196148 DOI: 10.1111/pbi.12247] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 01/25/2014] [Revised: 07/03/2014] [Accepted: 07/27/2014] [Indexed: 06/03/2023]
Abstract
Transgenic plants can be designed to be 'phytosensors' for detection of environmental contaminants and pathogens. In this study, we describe the design and testing of a radiation phytosensor in the form of green fluorescence protein (GFP)-transgenic Arabidopsis plant utilizing a DNA repair deficiency mutant background as a host. Mutant lines of Arabidopsis AtATM (At3g48190), which are hypersensitive to gamma irradiation, were used to generate stable GFP transgenic plants in which a gfp gene was under the control of a strong constitutive CaMV 35S promoter. Mutant and nonmutant genetic background transgenic plants were treated with 0, 1, 5, 10 and 100 Gy radiation doses, respectively, using a Co-60 source. After 1 week, the GFP expression levels were drastically reduced in young leaves of mutant background plants (treated by 10 and 100 Gy), whereas there were scant visible differences in the fluorescence of the nonmutant background plants. These early results indicate that transgenic plants could serve in a relevant sensor system to report radiation dose and the biological effects to organisms in response to radionuclide contamination.
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Affiliation(s)
- Yanhui Peng
- Department of Plant Sciences, University of Tennessee, Knoxville, TN, USA
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18
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Liu W, Mazarei M, Peng Y, Fethe MH, Rudis MR, Lin J, Millwood RJ, Arelli PR, Stewart CN. Computational discovery of soybean promoter cis-regulatory elements for the construction of soybean cyst nematode-inducible synthetic promoters. Plant Biotechnol J 2014; 12:1015-26. [PMID: 24893752 DOI: 10.1111/pbi.12206] [Citation(s) in RCA: 34] [Impact Index Per Article: 3.4] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 02/10/2014] [Revised: 04/14/2014] [Accepted: 04/23/2014] [Indexed: 05/03/2023]
Abstract
Computational methods offer great hope but limited accuracy in the prediction of functional cis-regulatory elements; improvements are needed to enable synthetic promoter design. We applied an ensemble strategy for de novo soybean cyst nematode (SCN)-inducible motif discovery among promoters of 18 co-expressed soybean genes that were selected from six reported microarray studies involving a compatible soybean-SCN interaction. A total of 116 overlapping motif regions (OMRs) were discovered bioinformatically that were identified by at least four out of seven bioinformatic tools. Using synthetic promoters, the inducibility of each OMR or motif itself was evaluated by co-localization of gain of function of an orange fluorescent protein reporter and the presence of SCN in transgenic soybean hairy roots. Among 16 OMRs detected from two experimentally confirmed SCN-inducible promoters, 11 OMRs (i.e. 68.75%) were experimentally confirmed to be SCN-inducible, leading to the discovery of 23 core motifs of 5- to 7-bp length, of which 14 are novel in plants. We found that a combination of the three best tools (i.e. SCOPE, W-AlignACE and Weeder) could detect all 23 core motifs. Thus, this strategy is a high-throughput approach for de novo motif discovery in soybean and offers great potential for novel motif discovery and synthetic promoter engineering for any plant and trait in crop biotechnology.
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Affiliation(s)
- Wusheng Liu
- Department of Plant Sciences, The University of Tennessee, Knoxville, TN, USA
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Fethe MH, Liu W, Burris JN, Millwood RJ, Mazarei M, Rudis MR, Yeaman DG, Dubosquielle M, Stewart CN. The performance of pathogenic bacterial phytosensing transgenic tobacco in the field. Plant Biotechnol J 2014; 12:755-64. [PMID: 24618221 DOI: 10.1111/pbi.12180] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 11/07/2013] [Revised: 01/15/2014] [Accepted: 01/24/2014] [Indexed: 05/18/2023]
Abstract
Phytosensors are useful for rapid-on-the-plant detection of contaminants and agents that cause plant stress. Previously, we produced a series of plant pathogen-inducible synthetic promoters fused to an orange fluorescent protein (OFP) reporter gene and transformed them into tobacco and Arabidopsis thaliana plants; in these transgenic lines, an OFP signal is expressed commensurate with the presence of plant pathogens. We report here the results of 2 years of field experiments using a subset of these bacterial phytosensing tobacco plants. Time-course analysis of field-grown phytosensors showed that a subset of plants responded predictably to treatments with Pseudomonas phytopathogens. There was a twofold induction in the OFP fluorescence driven by two distinct salicylic acid-responsive synthetic promoters, 4 × PR1 and 4 × SARE. Most notably, transgenic plants containing 4 × PR1 displayed the earliest and highest OFP induction at 48 and 72 h postinoculation (h p.i.) upon inoculation with two phytopathogens Pseudomonas syringae pv. tomato and P. syringae pv. tabaci, respectively. These results demonstrate transgenic tobacco harbouring a synthetic inducible promoter-driven OFP could be used to facilitate monitoring and early-warning reporting of phytopathogen infections in agricultural fields.
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Affiliation(s)
- Michael H Fethe
- Department of Plant Sciences, The University of Tennessee, Knoxville, TN, USA
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Liu W, Rudis MR, Peng Y, Mazarei M, Millwood RJ, Yang JP, Xu W, Chesnut JD, Stewart CN. Synthetic TAL effectors for targeted enhancement of transgene expression in plants. Plant Biotechnol J 2014; 12:436-46. [PMID: 24373379 DOI: 10.1111/pbi.12150] [Citation(s) in RCA: 11] [Impact Index Per Article: 1.1] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 01/23/2013] [Revised: 10/19/2013] [Accepted: 11/02/2013] [Indexed: 06/03/2023]
Abstract
Transcription activator-like effectors (TALEs), secreted by the pathogenic bacteria Xanthomonas, specifically activate expression of targeted genes in plants. Here, we designed synthetic TALEs that bind to the flanking regions of the TATA-box motif on the CaMV 35S promoter for the purpose of understanding the engineerable 'hot-spots' for increasing transgene expression. We demonstrated that transient expression of de novo-engineered TALEs using agroinfiltration could significantly increase reporter gene expression in stable transgenic tobacco expressing the orange fluorescent protein reporter gene pporRFP under the control of synthetic inducible, minimal or full-length 35S promoters. Moreover, the additive effects of a combination of two different synthetic TALEs could significantly enhance the activation effects of TALEs on reporter gene expression more than when each TALE was used individually. We also studied the effects of the C-terminal domain and the activation domain of synthetic TALEs, as well as the best 'hot-spots' on the 35S promoter on targeted transgene activation. Furthermore, TALE activation of the Arabidopsis MYB transcription factor AtPAP1 (PRODUCTION OF ANTHOCYANIN PIGMENT 1) in stable transgenic tobacco gave rise to a dark purple colour on infiltrated leaves when driven by four copies of cis-regulatory elements of pathogenesis-related gene (PR1) with enhancer motifs B and A1 from the 35S promoter. These results provide novel insights into the potential applications of synthetic TALEs for targeted gene activation of transgenes in plants.
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Affiliation(s)
- Wusheng Liu
- Department of Plant Sciences, The University of Tennessee, Knoxville, TN, USA
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Rice JH, Millwood RJ, Mundell RE, Chambers OD, Abercrombie LL, Davies HM, Stewart CN. An orange fluorescent protein tagging system for real-time pollen tracking. BMC Res Notes 2013; 6:383. [PMID: 24070251 PMCID: PMC3856485 DOI: 10.1186/1756-0500-6-383] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/30/2013] [Accepted: 09/24/2013] [Indexed: 11/10/2022] Open
Abstract
BACKGROUND Monitoring gene flow could be important for future transgenic crops, such as those producing plant-made-pharmaceuticals (PMPs) in open field production. A Nicotiana hybrid (Nicotiana. tabacum × Nicotiana glauca) shows limited male fertility and could be used as a bioconfined PMP platform. Effective assessment of gene flow from these plants is augmented with methods that utilize fluorescent proteins for transgenic pollen identification. RESULTS We report the generation of a pollen tagging system utilizing an orange fluorescent protein to monitor pollen flow and as a visual assessment of transgene zygosity of the parent plant. This system was created to generate a tagged Nicotiana hybrid that could be used for the incidence of gene flow. Nicotiana tabacum 'TN 90' and Nicotiana glauca were successfully transformed via Agrobacterium tumefaciens to express the orange fluorescent protein gene, tdTomato-ER, in pollen and a green fluorescent protein gene, mgfp5-er, was expressed in vegetative structures of the plant. Hybrids were created that utilized the fluorescent proteins as a research tool for monitoring pollen movement and gene flow. Manual greenhouse crosses were used to assess hybrid sexual compatibility with N. tabacum, resulting in seed formation from hybrid pollination in 2% of crosses, which yielded non-viable seed. Pollen transfer to the hybrid formed seed in 19% of crosses and 10 out of 12 viable progeny showed GFP expression. CONCLUSION The orange fluorescent protein is visible when expressed in the pollen of N. glauca, N. tabacum, and the Nicotiana hybrid, although hybrid pollen did not appear as bright as the parent lines. The hybrid plants, which show limited ability to outcross, could provide bioconfinement with the benefit of detectable pollen using this system. Fluorescent protein-tagging could be a valuable tool for breeding and in vivo ecological monitoring.
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Affiliation(s)
- J Hollis Rice
- Department of Plant Sciences, University of Tennessee, 37996, Knoxville, TN, USA
| | - Reginald J Millwood
- Department of Plant Sciences, University of Tennessee, 37996, Knoxville, TN, USA
| | - Richard E Mundell
- Kentucky Tobacco Research & Development Center, University of Kentucky, 40546 Lexington, KY, USA
| | - Orlando D Chambers
- Kentucky Tobacco Research & Development Center, University of Kentucky, 40546 Lexington, KY, USA
| | - Laura L Abercrombie
- Department of Plant Sciences, University of Tennessee, 37996, Knoxville, TN, USA
| | - H Maelor Davies
- Department of Plant & Soil Sciences, University of Kentucky, 40546 Lexington, KY, USA
| | - C Neal Stewart
- Department of Plant Sciences, University of Tennessee, 37996, Knoxville, TN, USA
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Burris KP, Wu TC, Vasudev M, Stroscio MA, Millwood RJ, Stewart CN. Mega-Nano Detection of Foodborne Pathogens and Transgenes Using Molecular Beacon and Semiconductor Quantum Dot Technologies. IEEE Trans Nanobioscience 2013; 12:233-8. [DOI: 10.1109/tnb.2013.2263392] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/09/2022]
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Rice JH, Mundell RE, Millwood RJ, Chambers OD, Stewart CN, Davies HM. Assessing the bioconfinement potential of a Nicotiana hybrid platform for use in plant molecular farming applications. BMC Biotechnol 2013; 13:63. [PMID: 23914736 PMCID: PMC3750662 DOI: 10.1186/1472-6750-13-63] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/21/2013] [Accepted: 08/01/2013] [Indexed: 01/10/2023] Open
Abstract
BACKGROUND The introduction of pharmaceutical traits in tobacco for commercial production could benefit from the utilization of a transgene bioconfinement system. It has been observed that interspecific F1Nicotiana hybrids (Nicotiana tabacum × Nicotiana glauca) are sterile and thus proposed that hybrids could be suitable bioconfined hosts for biomanufacturing. We genetically tagged hybrids with green fluorescent protein (GFP), which was used as a visual marker to enable gene flow tracking and quantification for field and greenhouse studies. GFP was used as a useful proxy for pharmaceutical transgenes. RESULTS Analysis of DNA content revealed significant genomic downsizing of the hybrid relative to that of N. tabacum. Hybrid pollen was capable of germination in vitro, albeit with a very low frequency and with significant differences between plants. In two field experiments, one each in Tennessee and Kentucky, we detected outcrossing at only one location (Tennessee) at 1.4%. Additionally, from 50 hybrid plants at each field site, formation of 84 and 16 seed was observed, respectively. Similar conclusions about hybrid fertility were drawn from greenhouse crosses. In terms of above-ground biomass, the hybrid yield was not significantly different than that of N. tabacum in the field. CONCLUSION N. tabacum × N. glauca hybrids show potential to contribute to a bioconfinement- and biomanufacturing host system. Hybrids exhibit extremely low fertility with no difference of green biomass yields relative to N. tabacum. In addition, hybrids are morphologically distinguishable from tobacco allowing for identity preservation. This hybrid system for biomanufacturing would optimally be used where N. glauca is not present and in physical isolation of N. tabacum production to provide total bioconfinement.
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Affiliation(s)
- J Hollis Rice
- Department of Plant Sciences, University of Tennessee, Knoxville, TN 37996, USA
| | - Richard E Mundell
- Kentucky Tobacco Research & Development Center, University of Kentucky, Lexington, KY 40546, USA
| | - Reginald J Millwood
- Department of Plant Sciences, University of Tennessee, Knoxville, TN 37996, USA
| | - Orlando D Chambers
- Kentucky Tobacco Research & Development Center, University of Kentucky, Lexington, KY 40546, USA
| | - C Neal Stewart
- Department of Plant Sciences, University of Tennessee, Knoxville, TN 37996, USA
| | - H Maelor Davies
- Department of Plant & Soil Sciences, University of Kentucky, Lexington, KY 40546, USA
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Sang Y, Millwood RJ, Neal Stewart C. Gene use restriction technologies for transgenic plant bioconfinement. Plant Biotechnol J 2013; 11:649-658. [PMID: 23730743 DOI: 10.1111/pbi.12084] [Citation(s) in RCA: 9] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 02/01/2013] [Revised: 04/03/2013] [Accepted: 04/09/2013] [Indexed: 06/02/2023]
Abstract
The advances of modern plant technologies, especially genetically modified crops, are considered to be a substantial benefit to agriculture and society. However, so-called transgene escape remains and is of environmental and regulatory concern. Genetic use restriction technologies (GURTs) provide a possible solution to prevent transgene dispersal. Although GURTs were originally developed as a way for intellectual property protection (IPP), we believe their maximum benefit could be in the prevention of gene flow, that is, bioconfinement. This review describes the underlying signal transduction and components necessary to implement any GURT system. Furthermore, we review the similarities and differences between IPP- and bioconfinement-oriented GURTs, discuss the GURTs' design for impeding transgene escape and summarize recent advances. Lastly, we go beyond the state of the science to speculate on regulatory and ecological effects of implementing GURTs for bioconfinement.
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Affiliation(s)
- Yi Sang
- Department of Plant Sciences, University of Tennessee, Knoxville, TN, USA
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Liu W, Mazarei M, Rudis MR, Fethe MH, Peng Y, Millwood RJ, Schoene G, Burris JN, Stewart CN. Bacterial pathogen phytosensing in transgenic tobacco and Arabidopsis plants. Plant Biotechnol J 2013; 11:43-52. [PMID: 23121613 DOI: 10.1111/pbi.12005] [Citation(s) in RCA: 17] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 08/07/2012] [Revised: 08/31/2012] [Accepted: 09/05/2012] [Indexed: 06/01/2023]
Abstract
Plants are subject to attack by a wide range of phytopathogens. Current pathogen detection methods and technologies are largely constrained to those occurring post-symptomatically. Recent efforts were made to generate plant sentinels (phytosensors) that can be used for sensing and reporting pathogen contamination in crops. Engineered phytosensors indicating the presence of plant pathogens as early-warning sentinels potentially have tremendous utility as wide-area detectors. We previously showed that synthetic promoters containing pathogen and/or defence signalling inducible cis-acting regulatory elements (RE) fused to a fluorescent protein (FP) reporter could detect phytopathogenic bacteria in a transient phytosensing system. Here, we further advanced this phytosensing system by developing stable transgenic tobacco and Arabidopsis plants containing candidate constructs. The inducibility of each synthetic promoter was examined in response to biotic (bacterial pathogens) or chemical (plant signal molecules salicylic acid, ethylene and methyl jasmonate) treatments using stably transgenic plants. The treated plants were visualized using epifluorescence microscopy and quantified using spectrofluorometry for FP synthesis upon induction. Time-course analyses of FP synthesis showed that both transgenic tobacco and Arabidopsis plants were capable to respond in predictable ways to pathogen and chemical treatments. These results provide insights into the potential applications of transgenic plants as phytosensors and the implementation of emerging technologies for monitoring plant disease outbreaks in agricultural fields.
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Affiliation(s)
- Wusheng Liu
- Department of Plant Sciences, The University of Tennessee, Knoxville, TN, USA
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Salgotra RK, Millwood RJ, Agarwal S, Stewart CN. High-throughput functional marker assay for detection of Xa/xa and fgr genes in rice (Oryza sativa L.). Electrophoresis 2011; 32:2216-22. [DOI: 10.1002/elps.201100196] [Citation(s) in RCA: 9] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/29/2011] [Revised: 04/27/2011] [Accepted: 04/27/2011] [Indexed: 11/07/2022]
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Rose CW, Millwood RJ, Moon HS, Rao MR, Halfhill MD, Raymer PL, Warwick SI, Al-Ahmad H, Gressel J, Stewart CN. Genetic load and transgenic mitigating genes in transgenic Brassica rapa (field mustard) x Brassica napus (oilseed rape) hybrid populations. BMC Biotechnol 2009; 9:93. [PMID: 19878583 PMCID: PMC2780409 DOI: 10.1186/1472-6750-9-93] [Citation(s) in RCA: 23] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/11/2009] [Accepted: 10/31/2009] [Indexed: 11/10/2022] Open
Abstract
Background One theoretical explanation for the relatively poor performance of Brassica rapa (weed) × Brassica napus (crop) transgenic hybrids suggests that hybridization imparts a negative genetic load. Consequently, in hybrids genetic load could overshadow any benefits of fitness enhancing transgenes and become the limiting factor in transgenic hybrid persistence. Two types of genetic load were analyzed in this study: random/linkage-derived genetic load, and directly incorporated genetic load using a transgenic mitigation (TM) strategy. In order to measure the effects of random genetic load, hybrid productivity (seed yield and biomass) was correlated with crop- and weed-specific AFLP genomic markers. This portion of the study was designed to answer whether or not weed × transgenic crop hybrids possessing more crop genes were less competitive than hybrids containing fewer crop genes. The effects of directly incorporated genetic load (TM) were analyzed through transgene persistence data. TM strategies are proposed to decrease transgene persistence if gene flow and subsequent transgene introgression to a wild host were to occur. Results In the absence of interspecific competition, transgenic weed × crop hybrids benefited from having more crop-specific alleles. There was a positive correlation between performance and number of B. napus crop-specific AFLP markers [seed yield vs. marker number (r = 0.54, P = 0.0003) and vegetative dry biomass vs. marker number (r = 0.44, P = 0.005)]. However under interspecific competition with wheat or more weed-like conditions (i.e. representing a situation where hybrid plants emerge as volunteer weeds in subsequent cropping systems), there was a positive correlation between the number of B. rapa weed-specific AFLP markers and seed yield (r = 0.70, P = 0.0001), although no such correlation was detected for vegetative biomass. When genetic load was directly incorporated into the hybrid genome, by inserting a fitness-mitigating dwarfing gene that that is beneficial for crops but deleterious for weeds (a transgene mitigation measure), there was a dramatic decrease in the number of transgenic hybrid progeny persisting in the population. Conclusion The effects of genetic load of crop and in some situations, weed alleles might be beneficial under certain environmental conditions. However, when genetic load was directly incorporated into transgenic events, e.g., using a TM construct, the number of transgenic hybrids and persistence in weedy genomic backgrounds was significantly decreased.
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Affiliation(s)
- Christy W Rose
- Department of Plant Sciences, University of Tennessee, Knoxville, TN 37966 USA.
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Moon HS, Halfhill MD, Hudson LC, Millwood RJ, Stewart CN. Expression of green fluorescent protein in pollen of oilseed rape (Brassica napus L.) and its utility for assessing pollen movement in the field. Biotechnol J 2007; 1:1147-52. [PMID: 17004298 DOI: 10.1002/biot.200600113] [Citation(s) in RCA: 9] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/07/2022]
Abstract
Transgene movement via pollen is an important component of gene flow from transgenic plants. Here, we present proof-of-concept studies that demonstrate the monitoring of short distant movement of pollen expressing a genetically encoded fluorescent tag in oilseed rape (Brassica napus L. cv. Westar). Transgenic oilseed rape plants were produced using Agrobacterium-mediated transformation method with the pBINDC1 construct containing a green fluorescent protein (GFP) variant, mGFP5-ER, under the control of the pollen-specific LAT59 promoter from tomato. Transgenic pollen was differentiated from non-transgenic pollen in vivo by a unique spectral signature, and was shown to be an effective tool to monitor pollen movement in the greenhouse and field. GFP-tagged pollen also served as a practical marker to determine the zygosity of plants. In a greenhouse pollen flow study, more pollen was captured at closer distances from the source plant plot with consistent wind generated by a fan. Under field conditions, GFP transgenic pollen grains were detected up to a distance of 15 m, the farthest distance from source plants assayed. GFP-tagged pollen was easily distinguishable from non-transgenic pollen using an epifluorescence microscope.
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Affiliation(s)
- Hong S Moon
- University of Tennessee, Department of Plant Sciences, Knoxville, TN 37996, USA
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Stewart CN, Millwood RJ, Halfhill MD, Ayalew M, Cardoza V, Kooshki M, Capelle GA, Kyle KR, Piaseki D, McCrum G, Di Benedetto J. Laser-induced fluorescence imaging and spectroscopy of GFP transgenic plants. J Fluoresc 2006; 15:697-705. [PMID: 16341787 DOI: 10.1007/s10895-005-2977-5] [Citation(s) in RCA: 12] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/30/2005] [Accepted: 07/26/2005] [Indexed: 10/25/2022]
Abstract
Green fluorescent protein (GFP) and other fluorescent protein bioreporters can be used to monitor transgenes in plants. GFP is a valuable marker for transgene presence and expression, but remote sensing instrumentation for stand-off detection has lagged behind fluorescent protein marker biotechnology. However, both biology and photonics are needed for the monitoring technology to be fully realized. In this paper, we describe laser-induced fluorescence imaging and laser-induced fluorescence spectroscopy of GFP-transgenic plants in ambient light towards the application of remote sensing of transgenic plants producing GFP.
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Affiliation(s)
- C Neal Stewart
- Department of Plant Sciences, University of Tennessee, Knoxville, Tennesssee 37996, USA.
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Halfhill MD, Zhu B, Warwick SI, Raymer PL, Millwood RJ, Weissinger AK, Stewart CN. Hybridization and backcrossing between transgenic oilseed rape and two related weed species under field conditions. ACTA ACUST UNITED AC 2005; 3:73-81. [PMID: 15612504 DOI: 10.1051/ebr:2004007] [Citation(s) in RCA: 47] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/14/2022]
Abstract
Determining the frequency of crop-wild transgene flow under field conditions is a necessity for the development of regulatory strategies to manage transgenic hybrids. Gene flow of green fluorescent protein (GFP) and Bacillus thuringiensis (Bt) transgenes was quantified in three field experiments using eleven independent transformed Brassica napus L. lines and the wild relatives, B. rapa L. and Raphanus raphanistrum L. Under a high crop to wild relative ratio (600:1), hybridization frequency with B. rapa differed among the individual transformed B. napus lines (ranging from ca. 4% to 22%), however, this difference could be caused by the insertion events or other factors, e.g., differences in the hybridization frequencies among the B. rapa plants. The average hybridization frequency over all transformed lines was close to 10%. No hybridization with R. raphanistrum was detected. Under a lower crop to wild relative ratio (180:1), hybridization frequency with B. rapa was consistent among the transformed B. napus lines at ca. 2%. Interspecific hybridization was higher when B. rapa occurred within the B. napus plot (ca. 37.2%) compared with plot margins (ca. 5.2%). No significant differences were detected among marginal plants grown at 1, 2, and 3 m from the field plot. Transgene backcrossing frequency between B. rapa and transgenic hybrids was determined in two field experiments in which the wild relative to transgenic hybrid ratio was 5-15 plants of B. rapa to 1 transgenic hybrid. As expected, ca. 50% of the seeds produced were transgenic backcrosses when the transgenic hybrid plants served as the maternal parent. When B. rapa plants served as the maternal parent, transgene backcrossing frequencies were 0.088% and 0.060%. Results show that transgene flow from many independent transformed lines of B. napus to B. rapa can occur under a range of field conditions, and that transgenic hybrids have a high potential to produce transgenic seeds in backcrosses.
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Affiliation(s)
- Matthew D Halfhill
- Crop Science Department, North Carolina State University, Raleigh, NC, USA
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Abstract
As future biotechnology applications utilize recombinant proteins as commercial products, nondestructive assays will be necessary to determine protein concentrations accurately within plant tissues. Green fluorescent protein (GFP) has been proposed as a potential marker for the monitoring of transgenic plants and quantifying recombinant protein levels under field conditions. This chapter discusses the utility of using GFP fluorescence as an indicator of protein concentrations and the methods used to quantify GFP fluorescence in whole plant tissues. Furthermore, we discuss the accuracy and effectiveness of the portable General Fluorescence Plant Meter (GFP Meter, Opti-Sciences, Inc.) compared to a laboratory-based spectrofluorometer (Fluoro-Max2, Jobin Yvon & Glen Spectra). In whole plants, GFP fluorescence was shown to be variable at each leaf position over time and among different leaves on the same plant. A leaf had its highest GFP fluorescence after emergence, and subsequently, its fluorescence intensity decreased over time. Younger leaves were significantly more fluorescent than older leaves on the same plant. GFP fluorescence intensity was directly correlated with the concentration of soluble protein per unit wet mass and with another genetically linked recombinant protein (Bacillus thuringiensis [Bt] cry1Ac endotoxin protein).
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Halfhill MD, Millwood RJ, Rufty TW, Weissinger AK, Stewart CN. Spatial and temporal patterns of green fluorescent protein (GFP) fluorescence during leaf canopy development in transgenic oilseed rape, Brassica napus L. Plant Cell Rep 2003; 22:338-343. [PMID: 14648109 DOI: 10.1007/s00299-003-0696-4] [Citation(s) in RCA: 16] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 05/20/2003] [Revised: 07/07/2003] [Accepted: 07/08/2003] [Indexed: 05/24/2023]
Abstract
The green fluorescent protein (GFP) holds promise as a field-level transgene marker. One obstacle to the use of GFP is fluorescence variability observed within leaf canopies. In growth chamber and field experiments, GFP fluorescence in transgenic oilseed rape ( Brassica napus) was shown to be variable at each leaf position over time and among different leaves on the same plant. A leaf had its highest GFP fluorescence after emergence and, subsequently, its fluorescence intensity decreased. GFP fluorescence intensity was directly correlated with the concentration of soluble protein. The concentration of the genetically linked recombinant Bacillus thuringiensis (Bt) cry1Ac endotoxin protein also was examined, and GFP fluorescence was positively correlated with Bt throughout development. The results show that GFP can be used as an accurate transgene marker but that aspects of plant developmental should be taken into account when interpreting fluorescence measurements.
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Affiliation(s)
- M D Halfhill
- Crop Science Department, North Carolina State University, Raleigh, NC 27695-7620, USA
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Halfhill MD, Millwood RJ, Weissinger AK, Warwick SI, Stewart CN. Additive transgene expression and genetic introgression in multiple green-fluorescent protein transgenic crop x weed hybrid generations. Theor Appl Genet 2003; 107:1533-1540. [PMID: 13679991 DOI: 10.1007/s00122-003-1397-7] [Citation(s) in RCA: 28] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 09/18/2002] [Accepted: 06/30/2003] [Indexed: 05/24/2023]
Abstract
The level of transgene expression in crop x weed hybrids and the degree to which crop-specific genes are integrated into hybrid populations are important factors in assessing the potential ecological and agricultural risks of gene flow associated with genetic engineering. The average transgene zygosity and genetic structure of transgenic hybrid populations change with the progression of generations, and the green fluorescent protein (GFP) transgene is an ideal marker to quantify transgene expression in advancing populations. The homozygous T(1) single-locus insert GFP/ Bacillus thuringiensis (Bt) transgenic canola ( Brassica napus, cv Westar) with two copies of the transgene fluoresced twice as much as hemizygous individuals with only one copy of the transgene. These data indicate that the expression of the GFP gene was additive, and fluorescence could be used to determine zygosity status. Several hybrid generations (BC(1)F(1), BC(2)F(1)) were produced by backcrossing various GFP/Bt transgenic canola ( B. napus, cv Westar) and birdseed rape ( Brassica rapa) hybrid generations onto B. rapa. Intercrossed generations (BC(2)F(2) Bulk) were generated by crossing BC(2)F(1) individuals in the presence of a pollinating insect ( Musca domestica L.). The ploidy of plants in the BC(2)F(2) Bulk hybrid generation was identical to the weedy parental species, B. rapa. AFLP analysis was used to quantify the degree of B. napus introgression into multiple backcross hybrid generations with B. rapa. The F(1) hybrid generations contained 95-97% of the B. napus-specific AFLP markers, and each successive backcross generation demonstrated a reduction of markers resulting in the 15-29% presence in the BC(2)F(2) Bulk population. Average fluorescence of each successive hybrid generation was analyzed, and homozygous canola lines and hybrid populations that contained individuals homozygous for GFP (BC(2)F(2) Bulk) demonstrated significantly higher fluorescence than hemizygous hybrid generations (F(1), BC(1)F(1) and BC(2)F(1)). These data demonstrate that the formation of homozygous individuals within hybrid populations increases the average level of transgene expression as generations progress. This phenomenon must be considered in the development of risk-management strategies.
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Affiliation(s)
- M D Halfhill
- Crop Science Department, North Carolina State University, Raleigh, NC 27695-7620, USA
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Richards HA, Halfhill MD, Millwood RJ, Stewart CN. Quantitative GFP fluorescence as an indicator of recombinant protein synthesis in transgenic plants. Plant Cell Rep 2003; 22:117-121. [PMID: 12845471 DOI: 10.1007/s00299-003-0638-1] [Citation(s) in RCA: 35] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 12/30/2002] [Revised: 03/18/2003] [Accepted: 03/19/2003] [Indexed: 05/24/2023]
Abstract
The utility of green fluorescent protein (GFP) for biological research is evident. A fluorescence-based method was developed to quantify GFP levels in transgenic plants and protein extracts. Fluorescence intensity was linear with increasing levels of GFP over a range that encompasses transgene expression in plants by the cauliflower mosaic virus 35S promoter. Standard curves were used to estimate GFP concentration in planta and in protein extracts. These values were consistent with ELISA measurements of GFP in protein extracts from transgenic plants, indicating that the technique is a reliable measure of recombinant GFP expression. The levels of in planta GFP expression in both homozygous and hemizygous plants was then estimated. Homozygous transgenic plants expressed twice the amount of GFP than hemizygous plants, suggesting additive transgene expression. This methodology may be useful to simplify the characterization of transgene expression in plants.
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Affiliation(s)
- H A Richards
- Food Safety Center, University of Tennessee, Knoxville, TN 37996, USA
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Millwood RJ, Halfhill MD, Harkins D, Russotti R, Stewart CN. Instrumentation and methodology for quantifying GFP fluorescence in intact plant organs. Biotechniques 2003; 34:638-43. [PMID: 12661169 DOI: 10.2144/03343pf02] [Citation(s) in RCA: 42] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/23/2022] Open
Abstract
The General Fluorescence Plant Meter (GFP-Meter) is a portable spectrofluorometer that utilizes a fiber-optic cable and a leaf clip to gather spectrofluorescence data. In contrast to traditional analytical systems, this instrument allows for the rapid detection and fluorescence measurement of proteins under field conditions with no damage to plant tissue. Here we discuss the methodology of gathering and standardizing spectrofluorescence data from tobacco and canola plants expressing GFP. Furthermore, we demonstrate the accuracy and effectiveness of the GFP-Meter. We first compared GFP fluorescence measurements taken by the GFP-Meter to those taken by a standard laboratory-based spectrofluorometer, the FluoroMax-2. Spectrofluorescence measurements were taken from the same location on intact leaves. When these measurements were tested by simple linear regression analysis, we found that there was a positive functional relationship between instruments. Finally, to exhibit that the GFP-Meter recorded accurate measurements over a span of time, we completed a time-course analysis of GFP fluorescence measurements. We found that only initial measurements were accurate; however, subsequent measurements could be used for qualitative purposes.
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Stewart CN, Halfhill MD, Millwood RJ. Green fluorescent protein in transgenic plants. Brassica transformation. Methods Mol Biol 2003; 183:245-52. [PMID: 12136759 DOI: 10.1385/1-59259-280-5:245] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/11/2022]
Affiliation(s)
- C Neal Stewart
- Department of Plant Sciences and Landscape Systems, Ellington Plant Sciences, University of Tennessee, Knoxville, TN, USA
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Abstract
The movement of transgenes from crops to weeds and the resulting consequences are concerns of modern agriculture. The possible generation of "superweeds" from the escape of fitness-enhancing transgenes into wild populations is a risk that is often discussed, but rarely studied. Oilseed rape, Brassica napus (L.), is a crop with sexually compatible weedy relatives, such as birdseed rape (Brassica rapa (L.)). Hybridization of this crop with weedy relatives is an extant risk and an excellent interspecific gene flow model system. In laboratory crosses, T3 lines of seven independent transformation events of Bacillus thuringiensis (Bt) oilseed rape were hybridized with two weedy accessions of B. rapa. Transgenic hybrids were generated from six of these oilseed rape lines, and the hybrids exhibited an intermediate morphology between the parental species. The Bt transgene was present in the hybrids, and the protein was synthesized at similar levels to the corresponding independent oilseed rape lines. Insect bioassays were performed and confirmed that the hybrid material was insecticidal. The hybrids were backcrossed with the weedy parent, and only half the oilseed rape lines were able to produce transgenic backcrosses. After two backcrosses, the ploidy level and morphology of the resultant plants were indistinguishable from B. rapa. Hybridization was monitored under field conditions (Tifton, GA, USA) with four independent lines of Bt oilseed rape with a crop to wild relative ratio of 1200:1. When B. rapa was used as the female parent, hybridization frequency varied among oilseed rape lines and ranged from 16.9% to 0.7%.
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Affiliation(s)
- Matthew D Halfhill
- University of North Carolina at Greensboro, Department of Biology, 312 Eberhart Bldg. Greensboro, NC 27402, USA
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